{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "c4201ecb",
   "metadata": {},
   "source": [
    "# 请求数据准备"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "0f725b69",
   "metadata": {},
   "outputs": [],
   "source": [
    "# header\n",
    "import liepindata\n",
    "headers = liepindata.headers()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "65df829d",
   "metadata": {},
   "source": [
    "* 备注\n",
    "\n",
    "> 1.城市：'全国'、'北京'、'上海'...\n",
    "\n",
    "> 2.关键词：不限制\n",
    "\n",
    "> 3.工作经验：'应届生'、'实习生'、'1年以内'...\n",
    "\n",
    "> 4.公司规模: '1-49人'、'50-99人'、'100-499人'..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "ffd231a3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'data': {'mainSearchPcConditionForm': {'city': '050090',\n",
       "   'dq': '050090',\n",
       "   'pubTime': '',\n",
       "   'currentPage': '0',\n",
       "   'pageSize': 40,\n",
       "   'key': '数据分析师',\n",
       "   'suggestTag': '',\n",
       "   'workYearCode': '2',\n",
       "   'compId': '',\n",
       "   'compName': '',\n",
       "   'compTag': '',\n",
       "   'industry': '',\n",
       "   'salary': '',\n",
       "   'jobKind': '',\n",
       "   'compScale': '010',\n",
       "   'compKind': '',\n",
       "   'compStage': '',\n",
       "   'eduLevel': ''},\n",
       "  'passThroughForm': {'scene': 'condition',\n",
       "   'skId': 'geq5b0qsi9umzbhn0oojbi2j8v8qu2bb',\n",
       "   'fkId': 'geq5b0qsi9umzbhn0oojbi2j8v8qu2bb',\n",
       "   'ckId': 'y2jy1uvl2gar8xipyemg77rijoomop78',\n",
       "   'suggest': None}}}"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# payload\n",
    "payload = liepindata.request_payload(城市=\"深圳\",关键词=\"数据分析师\",工作经验=\"实习生\",公司规模=\"1-49人\")\n",
    "payload"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "054edc5c",
   "metadata": {},
   "source": [
    "# 指定数据抓取"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "cd7aeb7e",
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "from requests_html import HTMLSession\n",
    "\n",
    "session = HTMLSession()\n",
    "r = session.post(\n",
    "            url = 'https://api-c.liepin.com/api/com.liepin.searchfront4c.pc-search-job',\n",
    "            data = json.dumps(payload), # POST请求带的参数\n",
    "            headers = headers    # 模拟真实用户\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "c3e9a819",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'flag': 1,\n",
       " 'data': {'data': {'jobCardList': [{'job': {'labels': ['1个月', '本科'],\n",
       "      'jobId': '62071461',\n",
       "      'refreshTime': '20231009152530',\n",
       "      'jobKind': '6',\n",
       "      'dq': '深圳-龙华区',\n",
       "      'topJob': False,\n",
       "      'title': '电商数据分析师',\n",
       "      'salary': '100-200元/天',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/lptjob/62071461',\n",
       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=0&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=0',\n",
       "      'campusJobKind': '实习'},\n",
       "     'recruiter': {'recruiterId': 'b06533f5e3a36c6bf95cd792e49c0cb3',\n",
       "      'imId': '9792e818d4dc8f43b8186adbf6c31dd6',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '戴先生',\n",
       "      'recruiterTitle': '部门主管',\n",
       "      'chatted': False,\n",
       "      'recruiterPhoto': '5f8f986bdfb13a7dee342f2108u.jpg'},\n",
       "     'comp': {'compName': '趣宠儿',\n",
       "      'compId': 13646711,\n",
       "      'compScale': '1-49人',\n",
       "      'compLogo': '64dd9438f5796c30a18b3e4308u.jpg',\n",
       "      'link': 'https://www.liepin.com/company/13646711/',\n",
       "      'compIndustry': '批发/零售'},\n",
       "     'dataParams': '{\"jobId\":\"62071461\",\"userId\":\"b06533f5e3a36c6bf95cd792e49c0cb3\",\"jobKind\":\"6\",\"imId\":\"9792e818d4dc8f43b8186adbf6c31dd6\",\"imUserType\":\"2\",\"recruiterName\":\"戴先生\",\"recruiterPhoto\":\"5f8f986bdfb13a7dee342f2108u.jpg\"}',\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2262071461%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%226%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'},\n",
       "    {'job': {'labels': ['3个月', '提供转正', '本科', '数据建模', 'Pandas'],\n",
       "      'jobId': '56713457',\n",
       "      'refreshTime': '20230327091836',\n",
       "      'jobKind': '6',\n",
       "      'dq': '深圳-福田区',\n",
       "      'topJob': False,\n",
       "      'title': '前台量化分析师 Desk Quant（实习）',\n",
       "      'salary': '200-400元/天',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/lptjob/56713457',\n",
       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=1&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=1',\n",
       "      'campusJobKind': '实习'},\n",
       "     'recruiter': {'recruiterId': '4b03d5cd244cc46345c190c582ffc5aa',\n",
       "      'imId': '2adfa4d59d1f3efe39e48140c0193d97',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '陈女士',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'chatted': False,\n",
       "      'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg'},\n",
       "     'comp': {'compName': '盖亚青柯',\n",
       "      'compId': 13353691,\n",
       "      'compScale': '1-49人',\n",
       "      'compLogo': '64129a0e416e883aa1c773b303u.png',\n",
       "      'link': 'https://www.liepin.com/company/13353691/',\n",
       "      'compIndustry': '基金/证券/期货'},\n",
       "     'dataParams': '{\"jobId\":\"56713457\",\"userId\":\"4b03d5cd244cc46345c190c582ffc5aa\",\"jobKind\":\"6\",\"imId\":\"2adfa4d59d1f3efe39e48140c0193d97\",\"imUserType\":\"2\",\"recruiterName\":\"陈女士\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}',\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2256713457%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%226%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'},\n",
       "    {'job': {'labels': ['5个月', '提供转正', '本科'],\n",
       "      'jobId': '56308363',\n",
       "      'refreshTime': '20231010144842',\n",
       "      'jobKind': '6',\n",
       "      'dq': '深圳-福田区',\n",
       "      'topJob': False,\n",
       "      'title': '行业数据分析实习生',\n",
       "      'salary': '100-150元/天',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/lptjob/56308363',\n",
       "      'advViewFlag': False,\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=2&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=2',\n",
       "      'campusJobKind': '实习'},\n",
       "     'recruiter': {'recruiterId': '903b24856228e8430412b4d953179852',\n",
       "      'imId': '5ce1484d9a86ef3771de52c3bc0b6279',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '张女士',\n",
       "      'recruiterTitle': '人力资源部专员',\n",
       "      'chatted': False,\n",
       "      'recruiterPhoto': '5febe70f3059cc17bf2e6ec407u.png'},\n",
       "     'comp': {'compName': '合丰投(深圳)投资有限公司',\n",
       "      'compId': 12517119,\n",
       "      'compScale': '1-49人',\n",
       "      'compLogo': '63ecb24a7e3d5966c13512e803u.jpg',\n",
       "      'link': 'https://www.liepin.com/company/12517119/',\n",
       "      'compIndustry': '基金/证券/期货'},\n",
       "     'dataParams': '{\"jobId\":\"56308363\",\"userId\":\"903b24856228e8430412b4d953179852\",\"jobKind\":\"6\",\"imId\":\"5ce1484d9a86ef3771de52c3bc0b6279\",\"imUserType\":\"2\",\"recruiterName\":\"张女士\",\"recruiterPhoto\":\"5febe70f3059cc17bf2e6ec407u.png\"}',\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2256308363%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%226%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'}],\n",
       "   'compList': []},\n",
       "  'passThroughData': {'ckId': 'y2jy1uvl2gar8xipyemg77rijoomop78',\n",
       "   'scene': 'condition',\n",
       "   'skId': 'geq5b0qsi9umzbhn0oojbi2j8v8qu2bb',\n",
       "   'fkId': 'y2jy1uvl2gar8xipyemg77rijoomop78',\n",
       "   'sfrom': 'search_job_pc'},\n",
       "  'pagination': {'totalPage': 1,\n",
       "   'pageSize': 40,\n",
       "   'currentPage': 0,\n",
       "   'totalCounts': 3,\n",
       "   'hasNext': False}}}"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "liepin_data = r.json()\n",
    "liepin_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "16e0cdcd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataParams</th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>...</th>\n",
       "      <th>recruiter.recruiterName</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.chatted</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>{\"jobId\":\"62071461\",\"userId\":\"b06533f5e3a36c6b...</td>\n",
       "      <td>%7B%22jobId%22%3A%2262071461%22%2C%22pageSize%...</td>\n",
       "      <td>[1个月, 本科]</td>\n",
       "      <td>62071461</td>\n",
       "      <td>20231009152530</td>\n",
       "      <td>6</td>\n",
       "      <td>深圳-龙华区</td>\n",
       "      <td>False</td>\n",
       "      <td>电商数据分析师</td>\n",
       "      <td>100-200元/天</td>\n",
       "      <td>...</td>\n",
       "      <td>戴先生</td>\n",
       "      <td>部门主管</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>趣宠儿</td>\n",
       "      <td>13646711</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>64dd9438f5796c30a18b3e4308u.jpg</td>\n",
       "      <td>https://www.liepin.com/company/13646711/</td>\n",
       "      <td>批发/零售</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>{\"jobId\":\"56713457\",\"userId\":\"4b03d5cd244cc463...</td>\n",
       "      <td>%7B%22jobId%22%3A%2256713457%22%2C%22pageSize%...</td>\n",
       "      <td>[3个月, 提供转正, 本科, 数据建模, Pandas]</td>\n",
       "      <td>56713457</td>\n",
       "      <td>20230327091836</td>\n",
       "      <td>6</td>\n",
       "      <td>深圳-福田区</td>\n",
       "      <td>False</td>\n",
       "      <td>前台量化分析师 Desk Quant（实习）</td>\n",
       "      <td>200-400元/天</td>\n",
       "      <td>...</td>\n",
       "      <td>陈女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>盖亚青柯</td>\n",
       "      <td>13353691</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>64129a0e416e883aa1c773b303u.png</td>\n",
       "      <td>https://www.liepin.com/company/13353691/</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>{\"jobId\":\"56308363\",\"userId\":\"903b24856228e843...</td>\n",
       "      <td>%7B%22jobId%22%3A%2256308363%22%2C%22pageSize%...</td>\n",
       "      <td>[5个月, 提供转正, 本科]</td>\n",
       "      <td>56308363</td>\n",
       "      <td>20231010144842</td>\n",
       "      <td>6</td>\n",
       "      <td>深圳-福田区</td>\n",
       "      <td>False</td>\n",
       "      <td>行业数据分析实习生</td>\n",
       "      <td>100-150元/天</td>\n",
       "      <td>...</td>\n",
       "      <td>张女士</td>\n",
       "      <td>人力资源部专员</td>\n",
       "      <td>False</td>\n",
       "      <td>5febe70f3059cc17bf2e6ec407u.png</td>\n",
       "      <td>合丰投(深圳)投资有限公司</td>\n",
       "      <td>12517119</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>63ecb24a7e3d5966c13512e803u.jpg</td>\n",
       "      <td>https://www.liepin.com/company/12517119/</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                          dataParams  \\\n",
       "0  {\"jobId\":\"62071461\",\"userId\":\"b06533f5e3a36c6b...   \n",
       "1  {\"jobId\":\"56713457\",\"userId\":\"4b03d5cd244cc463...   \n",
       "2  {\"jobId\":\"56308363\",\"userId\":\"903b24856228e843...   \n",
       "\n",
       "                                            dataInfo  \\\n",
       "0  %7B%22jobId%22%3A%2262071461%22%2C%22pageSize%...   \n",
       "1  %7B%22jobId%22%3A%2256713457%22%2C%22pageSize%...   \n",
       "2  %7B%22jobId%22%3A%2256308363%22%2C%22pageSize%...   \n",
       "\n",
       "                      job.labels job.jobId job.refreshTime job.jobKind  \\\n",
       "0                      [1个月, 本科]  62071461  20231009152530           6   \n",
       "1  [3个月, 提供转正, 本科, 数据建模, Pandas]  56713457  20230327091836           6   \n",
       "2                [5个月, 提供转正, 本科]  56308363  20231010144842           6   \n",
       "\n",
       "   job.dq  job.topJob               job.title  job.salary  ...  \\\n",
       "0  深圳-龙华区       False                 电商数据分析师  100-200元/天  ...   \n",
       "1  深圳-福田区       False  前台量化分析师 Desk Quant（实习）  200-400元/天  ...   \n",
       "2  深圳-福田区       False               行业数据分析实习生  100-150元/天  ...   \n",
       "\n",
       "  recruiter.recruiterName recruiter.recruiterTitle recruiter.chatted  \\\n",
       "0                     戴先生                     部门主管             False   \n",
       "1                     陈女士                       HR             False   \n",
       "2                     张女士                  人力资源部专员             False   \n",
       "\n",
       "          recruiter.recruiterPhoto  comp.compName comp.compId comp.compScale  \\\n",
       "0  5f8f986bdfb13a7dee342f2108u.jpg            趣宠儿    13646711          1-49人   \n",
       "1  5f8f98648dbe6273dcf8515508u.jpg           盖亚青柯    13353691          1-49人   \n",
       "2  5febe70f3059cc17bf2e6ec407u.png  合丰投(深圳)投资有限公司    12517119          1-49人   \n",
       "\n",
       "                     comp.compLogo                                 comp.link  \\\n",
       "0  64dd9438f5796c30a18b3e4308u.jpg  https://www.liepin.com/company/13646711/   \n",
       "1  64129a0e416e883aa1c773b303u.png  https://www.liepin.com/company/13353691/   \n",
       "2  63ecb24a7e3d5966c13512e803u.jpg  https://www.liepin.com/company/12517119/   \n",
       "\n",
       "  comp.compIndustry  \n",
       "0             批发/零售  \n",
       "1          基金/证券/期货  \n",
       "2          基金/证券/期货  \n",
       "\n",
       "[3 rows x 29 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "pd.json_normalize(liepin_data['data']['data']['jobCardList'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "320740f4",
   "metadata": {},
   "source": [
    "# 处理翻页数据"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e7d5774f",
   "metadata": {},
   "source": [
    "* 测试current page"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "f105505e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# header\n",
    "import liepindata\n",
    "headers = liepindata.headers()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "edc8fd79",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'data': {'mainSearchPcConditionForm': {'city': '050090',\n",
       "   'dq': '050090',\n",
       "   'pubTime': '',\n",
       "   'currentPage': '2',\n",
       "   'pageSize': 40,\n",
       "   'key': '产品经理',\n",
       "   'suggestTag': '',\n",
       "   'workYearCode': None,\n",
       "   'compId': '',\n",
       "   'compName': '',\n",
       "   'compTag': '',\n",
       "   'industry': '',\n",
       "   'salary': '',\n",
       "   'jobKind': '',\n",
       "   'compScale': None,\n",
       "   'compKind': '',\n",
       "   'compStage': '',\n",
       "   'eduLevel': ''},\n",
       "  'passThroughForm': {'scene': 'condition',\n",
       "   'skId': 'geq5b0qsi9umzbhn0oojbi2j8v8qu2bb',\n",
       "   'fkId': 'geq5b0qsi9umzbhn0oojbi2j8v8qu2bb',\n",
       "   'ckId': 'y2jy1uvl2gar8xipyemg77rijoomop78',\n",
       "   'suggest': None}}}"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# payload\n",
    "payload = liepindata.request_payload(城市=\"深圳\",关键词=\"产品经理\",工作经验=\"\",公司规模=\"\",页码=\"2\")\n",
    "payload"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "dc13c7ac",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'data': {'mainSearchPcConditionForm': {'city': '050090',\n",
       "   'dq': '050090',\n",
       "   'pubTime': '',\n",
       "   'currentPage': '0',\n",
       "   'pageSize': 40,\n",
       "   'key': '产品经理',\n",
       "   'suggestTag': '',\n",
       "   'workYearCode': None,\n",
       "   'compId': '',\n",
       "   'compName': '',\n",
       "   'compTag': '',\n",
       "   'industry': '',\n",
       "   'salary': '',\n",
       "   'jobKind': '',\n",
       "   'compScale': None,\n",
       "   'compKind': '',\n",
       "   'compStage': '',\n",
       "   'eduLevel': ''},\n",
       "  'passThroughForm': {'scene': 'condition',\n",
       "   'skId': 'geq5b0qsi9umzbhn0oojbi2j8v8qu2bb',\n",
       "   'fkId': 'geq5b0qsi9umzbhn0oojbi2j8v8qu2bb',\n",
       "   'ckId': 'y2jy1uvl2gar8xipyemg77rijoomop78',\n",
       "   'suggest': None}}}"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 思考：页码的范围如何确定？\n",
    "# totalPage 决定请求的内容有多少页面？\n",
    "# totalPage 至少需要先请求一次才能够确认\n",
    "\n",
    "\n",
    "payload = liepindata.request_payload(城市=\"深圳\",关键词=\"产品经理\",工作经验=\"\",公司规模=\"\")\n",
    "payload"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "c52252bf",
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "from requests_html import HTMLSession\n",
    "\n",
    "session = HTMLSession()\n",
    "r = session.post(\n",
    "            url = 'https://api-c.liepin.com/api/com.liepin.searchfront4c.pc-search-job',\n",
    "            data = json.dumps(payload), # POST请求带的参数\n",
    "            headers = headers    # 模拟真实用户\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "5fa9d0cc",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'flag': 1,\n",
       " 'data': {'data': {'jobCardList': [{'job': {'labels': ['电子/半导体/集成电路',\n",
       "       '产品规划',\n",
       "       '需求分析',\n",
       "       '用户研究',\n",
       "       '市场调研',\n",
       "       '数据分析',\n",
       "       '存储芯片',\n",
       "       'NAND',\n",
       "       'UFS',\n",
       "       'ssd'],\n",
       "      'jobKind': '2',\n",
       "      'advViewFlag': True,\n",
       "      'title': 'PM产品经理',\n",
       "      'dq': '深圳-南山区',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'jobId': '58727339',\n",
       "      'topJob': True,\n",
       "      'h5OuterLink': '',\n",
       "      'pcOuterLink': '',\n",
       "      'salary': '20-40k·14薪',\n",
       "      'refreshTime': '20231025092903',\n",
       "      'link': 'https://www.liepin.com/job/1958727339.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=0&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=0'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': 'f2bc966edf87465727604c803496f761',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '王女士',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterId': 'ccdad52c2bbc660a07efab5c7119dcac',\n",
       "      'recruiterPhoto': '64edb1871913aa27489a503a05u.png'},\n",
       "     'comp': {'compId': 13146105,\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'compScale': '50-99人',\n",
       "      'compStage': 'A轮',\n",
       "      'compLogo': '62f463c85732892a6615046607u.png',\n",
       "      'compName': '联和存储科技(江苏)有限公司',\n",
       "      'link': 'https://www.liepin.com/company/13146105/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"imId\":\"f2bc966edf87465727604c803496f761\",\"imUserType\":\"2\",\"jobId\":\"58727339\",\"recruiterName\":\"王女士\",\"userId\":\"ccdad52c2bbc660a07efab5c7119dcac\",\"recruiterPhoto\":\"64edb1871913aa27489a503a05u.png\"}',\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22jobId%22%3A%2258727339%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'},\n",
       "    {'job': {'labels': ['平台产品',\n",
       "       '竞品分析',\n",
       "       '策略产品',\n",
       "       '商业产品',\n",
       "       '产品优化',\n",
       "       '产品规划',\n",
       "       '产品设计',\n",
       "       '医疗行业',\n",
       "       'to B',\n",
       "       '数据产品'],\n",
       "      'jobKind': '2',\n",
       "      'advViewFlag': True,\n",
       "      'title': '高级产品经理',\n",
       "      'dq': '深圳-光明区',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'jobId': '62389205',\n",
       "      'topJob': True,\n",
       "      'h5OuterLink': '',\n",
       "      'pcOuterLink': '',\n",
       "      'salary': '20-30k',\n",
       "      'refreshTime': '20231023105635',\n",
       "      'link': 'https://www.liepin.com/job/1962389205.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=1&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=1'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': 'a693fe2de3b813b818250961d28776f8',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '郑女士',\n",
       "      'recruiterTitle': '',\n",
       "      'recruiterId': '4b5b2f7a74ebead3aadebbe992efa486',\n",
       "      'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg'},\n",
       "     'comp': {'compId': 12787419,\n",
       "      'compIndustry': '生物技术',\n",
       "      'compScale': '100-499人',\n",
       "      'compStage': '天使轮',\n",
       "      'compLogo': '636488445fd2f55ef5a3291b07u.png',\n",
       "      'compName': '倍生生物科技(深圳)有限公司',\n",
       "      'link': 'https://www.liepin.com/company/12787419/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"imId\":\"a693fe2de3b813b818250961d28776f8\",\"imUserType\":\"2\",\"jobId\":\"62389205\",\"recruiterName\":\"郑女士\",\"userId\":\"4b5b2f7a74ebead3aadebbe992efa486\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\"}',\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22jobId%22%3A%2262389205%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'},\n",
       "    {'job': {'labels': ['平台产品',\n",
       "       'SaaS产品',\n",
       "       '供应链产品',\n",
       "       'IT互联网',\n",
       "       '装修装饰',\n",
       "       'SaaS系统',\n",
       "       '计算机软件',\n",
       "       '产品设计',\n",
       "       '产品优化',\n",
       "       '流程设计'],\n",
       "      'jobKind': '2',\n",
       "      'advViewFlag': True,\n",
       "      'title': '产品经理（家装设计Saas）',\n",
       "      'dq': '深圳-南山区',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'jobId': '62340719',\n",
       "      'topJob': True,\n",
       "      'h5OuterLink': '',\n",
       "      'pcOuterLink': '',\n",
       "      'salary': '15-25k',\n",
       "      'refreshTime': '20231019170606',\n",
       "      'link': 'https://www.liepin.com/job/1962340719.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=2&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=2'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '1423ffc96d23eef6e358a4dcf6ef85b9',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '张女士',\n",
       "      'recruiterTitle': '人事经理',\n",
       "      'recruiterId': 'e2977cb7c48d92cc95ff89b467c8f367',\n",
       "      'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg'},\n",
       "     'comp': {'compId': 12778001,\n",
       "      'compIndustry': '工程施工',\n",
       "      'compScale': '100-499人',\n",
       "      'compStage': 'A轮',\n",
       "      'compLogo': '6192332159c483542a7085ae07u.png',\n",
       "      'compName': '深圳市大乐装建筑科技有限公司',\n",
       "      'link': 'https://www.liepin.com/company/12778001/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"imId\":\"1423ffc96d23eef6e358a4dcf6ef85b9\",\"imUserType\":\"2\",\"jobId\":\"62340719\",\"recruiterName\":\"张女士\",\"userId\":\"e2977cb7c48d92cc95ff89b467c8f367\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}',\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22jobId%22%3A%2262340719%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'},\n",
       "    {'job': {'labels': ['数据产品', '数据挖掘', '数据分析', '产品规划'],\n",
       "      'jobKind': '2',\n",
       "      'advViewFlag': False,\n",
       "      'title': 'Lazada-Data Product Manager-流量数据产品经理（深圳）',\n",
       "      'dq': '深圳',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '学历不限',\n",
       "      'jobId': '36908035',\n",
       "      'topJob': False,\n",
       "      'h5OuterLink': '',\n",
       "      'pcOuterLink': '',\n",
       "      'salary': '薪资面议',\n",
       "      'refreshTime': '20210311143004',\n",
       "      'link': 'https://www.liepin.com/job/1936908035.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=3&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=3'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '4a4ece35206ffdf578f5885b11a76839',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '陈先生',\n",
       "      'recruiterTitle': '招聘经理',\n",
       "      'recruiterId': 'd4be0c7af21e622076f4668dbe33f725',\n",
       "      'recruiterPhoto': '57c4e9d345ce9f0a74a9b8cd04a.png'},\n",
       "     'comp': {'compId': 1072424,\n",
       "      'compIndustry': '互联网',\n",
       "      'compScale': '10000人以上',\n",
       "      'compStage': '港股上市',\n",
       "      'compLogo': '5bfe915474719d35745acf0903a.png',\n",
       "      'compName': '阿里巴巴集团',\n",
       "      'link': 'https://www.liepin.com/company/1072424/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"imId\":\"4a4ece35206ffdf578f5885b11a76839\",\"imUserType\":\"2\",\"jobId\":\"36908035\",\"recruiterName\":\"陈先生\",\"userId\":\"d4be0c7af21e622076f4668dbe33f725\",\"recruiterPhoto\":\"57c4e9d345ce9f0a74a9b8cd04a.png\"}',\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22jobId%22%3A%2236908035%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'},\n",
       "    {'job': {'labels': ['数据产品',\n",
       "       '供应链产品',\n",
       "       '电子/半导体/集成电路',\n",
       "       '电子商务',\n",
       "       '产品规划',\n",
       "       '用户研究',\n",
       "       '市场调研',\n",
       "       '竞品分析',\n",
       "       '数据分析'],\n",
       "      'jobKind': '2',\n",
       "      'advViewFlag': False,\n",
       "      'title': '产品经理 PM（NXP）',\n",
       "      'dq': '深圳',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'jobId': '44250585',\n",
       "      'topJob': False,\n",
       "      'h5OuterLink': '',\n",
       "      'pcOuterLink': '',\n",
       "      'salary': '15-20k·15薪',\n",
       "      'refreshTime': '20231016141158',\n",
       "      'link': 'https://www.liepin.com/job/1944250585.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=4&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=4'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '5f8386ced4ae183262f6540bf442d9e7',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '郑女士',\n",
       "      'recruiterTitle': '人力资源部主管',\n",
       "      'recruiterId': '03a35b280d00a67bde30689f01e9fe19',\n",
       "      'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg'},\n",
       "     'comp': {'compId': 8523053,\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'compScale': '500-999人',\n",
       "      'compLogo': '5bfe9bce74719df0ac9a179703a.png',\n",
       "      'compName': '中电港',\n",
       "      'link': 'https://www.liepin.com/company/8523053/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"imId\":\"5f8386ced4ae183262f6540bf442d9e7\",\"imUserType\":\"2\",\"jobId\":\"44250585\",\"recruiterName\":\"郑女士\",\"userId\":\"03a35b280d00a67bde30689f01e9fe19\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\"}',\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22jobId%22%3A%2244250585%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'},\n",
       "    {'job': {'labels': [],\n",
       "      'jobKind': '2',\n",
       "      'advViewFlag': False,\n",
       "      'title': '产品经理 PLM PM',\n",
       "      'dq': '深圳-宝安区',\n",
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       "      'requireEduLevel': '本科',\n",
       "      'jobId': '43765787',\n",
       "      'topJob': False,\n",
       "      'h5OuterLink': '',\n",
       "      'pcOuterLink': '',\n",
       "      'salary': '薪资面议',\n",
       "      'refreshTime': '20230821133647',\n",
       "      'link': 'https://www.liepin.com/job/1943765787.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=5&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=5'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '1302b01334b547df3eae059a38e31609',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '王女士',\n",
       "      'recruiterTitle': 'Talent Acquisition',\n",
       "      'recruiterId': '435b286bb8f76f8f51d56a5f1de4256c',\n",
       "      'recruiterPhoto': '6098fbd5919e256bc8d799fe03u.png'},\n",
       "     'comp': {'compId': 1069385,\n",
       "      'compIndustry': '机械/设备',\n",
       "      'compScale': '10000人以上',\n",
       "      'compLogo': '5bfe9df574719d2aa34b7b2203a.png',\n",
       "      'compName': '伊顿中国',\n",
       "      'link': 'https://www.liepin.com/company/1069385/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"imId\":\"1302b01334b547df3eae059a38e31609\",\"imUserType\":\"2\",\"jobId\":\"43765787\",\"recruiterName\":\"王女士\",\"userId\":\"435b286bb8f76f8f51d56a5f1de4256c\",\"recruiterPhoto\":\"6098fbd5919e256bc8d799fe03u.png\"}',\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22jobId%22%3A%2243765787%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'},\n",
       "    {'job': {'labels': ['功率器件'],\n",
       "      'jobKind': '1',\n",
       "      'advViewFlag': False,\n",
       "      'title': '产品经理PM',\n",
       "      'dq': '深圳-宝安区',\n",
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       "      'requireEduLevel': '本科',\n",
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       "      'refreshTime': '20231025172353',\n",
       "      'link': 'https://www.liepin.com/a/49967313.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=6&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=6'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': 'f6dc9ce90b0921a49ccf3dc45f6d7696',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '万先生',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'recruiterId': '8a9f7420efe1111fa9891526b34c6c2a',\n",
       "      'recruiterPhoto': '5db1849947b2f02171adf34907u.jpg'},\n",
       "     'comp': {'compIndustry': '电子/半导体/集成电路',\n",
       "      'compScale': '500-999人',\n",
       "      'compStage': 'A轮',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'compName': '某深圳大型电子/半导体/集成电路公司',\n",
       "      'link': ''},\n",
       "     'dataParams': '{\"jobKind\":\"1\",\"imId\":\"f6dc9ce90b0921a49ccf3dc45f6d7696\",\"imUserType\":\"2\",\"jobId\":\"49967313\",\"recruiterName\":\"万先生\",\"userId\":\"8a9f7420efe1111fa9891526b34c6c2a\",\"recruiterPhoto\":\"5db1849947b2f02171adf34907u.jpg\"}',\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%221%22%2C%22d_curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22jobId%22%3A%2249967313%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'},\n",
       "    {'job': {'labels': ['产品规划', '市场调研', '用户研究', '电子商务'],\n",
       "      'jobKind': '2',\n",
       "      'advViewFlag': False,\n",
       "      'title': 'PM产品经理',\n",
       "      'dq': '深圳-南山区',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '大专',\n",
       "      'jobId': '61924043',\n",
       "      'topJob': False,\n",
       "      'h5OuterLink': '',\n",
       "      'pcOuterLink': '',\n",
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       "      'refreshTime': '20230928114733',\n",
       "      'link': 'https://www.liepin.com/job/1961924043.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=7&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=7'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': 'b736db3b42e0395a5ffa3c8d56bb2e9d',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '洪女士',\n",
       "      'recruiterTitle': '助理总经理/总助(高管级)',\n",
       "      'recruiterId': '49456bf7c47ad70d219291c49e5b9314',\n",
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       "     'comp': {'compId': 13629967,\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'compScale': '1-49人',\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'compName': '深圳中积芯科技有限公司',\n",
       "      'link': 'https://www.liepin.com/company/13629967/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"imId\":\"b736db3b42e0395a5ffa3c8d56bb2e9d\",\"imUserType\":\"2\",\"jobId\":\"61924043\",\"recruiterName\":\"洪女士\",\"userId\":\"49456bf7c47ad70d219291c49e5b9314\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\"}',\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22jobId%22%3A%2261924043%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'},\n",
       "    {'job': {'labels': ['ppt', '需求分析', '硬件产品'],\n",
       "      'jobKind': '2',\n",
       "      'advViewFlag': False,\n",
       "      'title': 'pm产品经理',\n",
       "      'dq': '深圳',\n",
       "      'requireWorkYears': '经验不限',\n",
       "      'requireEduLevel': '本科',\n",
       "      'jobId': '44022163',\n",
       "      'topJob': False,\n",
       "      'h5OuterLink': '',\n",
       "      'pcOuterLink': '',\n",
       "      'salary': '13-18k·13薪',\n",
       "      'refreshTime': '20211018102103',\n",
       "      'link': 'https://www.liepin.com/job/1944022163.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=8&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=8'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': 'c01b7239c29322d914c33c05749ae593',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '刘先生',\n",
       "      'recruiterTitle': '物联网解决方案事业部副总',\n",
       "      'recruiterId': 'c204e12c186b70d57858b553fb56c213',\n",
       "      'recruiterPhoto': '616d0eaff3e81c74a137689a06u.png'},\n",
       "     'comp': {'compId': 10047697,\n",
       "      'compIndustry': '智能硬件',\n",
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       "      'compStage': 'D轮',\n",
       "      'compLogo': '6163dc033df70d56f3b601a406u.png',\n",
       "      'compName': 'BroadLink',\n",
       "      'link': 'https://www.liepin.com/company/10047697/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"imId\":\"c01b7239c29322d914c33c05749ae593\",\"imUserType\":\"2\",\"jobId\":\"44022163\",\"recruiterName\":\"刘先生\",\"userId\":\"c204e12c186b70d57858b553fb56c213\",\"recruiterPhoto\":\"616d0eaff3e81c74a137689a06u.png\"}',\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22jobId%22%3A%2244022163%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'},\n",
       "    {'job': {'labels': ['小吃研发', '凉菜研发', '产品创新'],\n",
       "      'jobKind': '2',\n",
       "      'advViewFlag': False,\n",
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       "      'requireEduLevel': '大专',\n",
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       "      'h5OuterLink': '',\n",
       "      'pcOuterLink': '',\n",
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       "      'refreshTime': '20231025101329',\n",
       "      'link': 'https://www.liepin.com/job/1962125471.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=9&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=9'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '005af46d9f3704303d9330917b5ed9b8',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '余先生',\n",
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       "      'compLogo': '636ccda1eb6213323330832902u.png',\n",
       "      'compName': '深圳侠时代餐饮管理咨询有限公司',\n",
       "      'link': 'https://www.liepin.com/company/13333885/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"imId\":\"005af46d9f3704303d9330917b5ed9b8\",\"imUserType\":\"2\",\"jobId\":\"62125471\",\"recruiterName\":\"余先生\",\"userId\":\"bba759b10dd4f30e2a1b9740c3514f62\",\"recruiterPhoto\":\"5f8f98698dbe6273dcf8516008u.jpg\"}',\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22jobId%22%3A%2262125471%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'},\n",
       "    {'job': {'labels': ['数据产品', '数据分析', '产品规划', '团队管理', '用户研究'],\n",
       "      'jobKind': '2',\n",
       "      'advViewFlag': False,\n",
       "      'title': '特效工具产品经理-智能创作  Effects Tools Product Manager-Intelligent Creation',\n",
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       "      'pcOuterLink': '',\n",
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       "      'refreshTime': '20231020013412',\n",
       "      'link': 'https://www.liepin.com/job/1961168405.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=10&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=10'},\n",
       "     'recruiter': {'chatted': False,\n",
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       "     'comp': {'compId': 7863078,\n",
       "      'compIndustry': '互联网',\n",
       "      'compScale': '10000人以上',\n",
       "      'compStage': '其他',\n",
       "      'compLogo': '5d887b5528021708fa52b44403u.jpg',\n",
       "      'compName': '字节跳动',\n",
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       "     'dataParams': '{\"jobKind\":\"2\",\"imId\":\"f6b7241c2baec70cb55f541d35f91cff\",\"imUserType\":\"2\",\"jobId\":\"61168405\",\"recruiterName\":\"曾女士\",\"userId\":\"27b40b320914b243bb131668d4424cd3\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\"}',\n",
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       "    {'job': {'labels': [],\n",
       "      'jobKind': '2',\n",
       "      'advViewFlag': False,\n",
       "      'title': 'PM 产品经理',\n",
       "      'dq': '深圳-福田区',\n",
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       "      'requireEduLevel': '大专',\n",
       "      'jobId': '57342597',\n",
       "      'topJob': False,\n",
       "      'h5OuterLink': '',\n",
       "      'pcOuterLink': '',\n",
       "      'salary': '12-20k·13薪',\n",
       "      'refreshTime': '20231025092647',\n",
       "      'link': 'https://www.liepin.com/job/1957342597.shtml',\n",
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       "     'recruiter': {'chatted': False,\n",
       "      'imId': '073e7f3d615fbf4744028f553778c6e1',\n",
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       "      'recruiterTitle': '招聘主管',\n",
       "      'recruiterId': '0f490e3b52d7b4d209f146570e06808e',\n",
       "      'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg'},\n",
       "     'comp': {'compId': 8921762,\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'compScale': '100-499人',\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'compName': '鹏源电子',\n",
       "      'link': 'https://www.liepin.com/company/8921762/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"imId\":\"073e7f3d615fbf4744028f553778c6e1\",\"imUserType\":\"2\",\"jobId\":\"57342597\",\"recruiterName\":\"郑女士\",\"userId\":\"0f490e3b52d7b4d209f146570e06808e\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\"}',\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22jobId%22%3A%2257342597%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'},\n",
       "    {'job': {'labels': ['电子/半导体/集成电路'],\n",
       "      'jobKind': '2',\n",
       "      'advViewFlag': False,\n",
       "      'title': '产品经理PM',\n",
       "      'dq': '深圳',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '大专',\n",
       "      'jobId': '59037701',\n",
       "      'topJob': False,\n",
       "      'h5OuterLink': '',\n",
       "      'pcOuterLink': '',\n",
       "      'salary': '15-30k·16薪',\n",
       "      'refreshTime': '20230707141108',\n",
       "      'link': 'https://www.liepin.com/job/1959037701.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=12&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=12'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': 'c2a7b3c534d4f3e28d1ff84e0a6c6898',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '王女士',\n",
       "      'recruiterTitle': '招聘主管',\n",
       "      'recruiterId': '3ed0a57b953381ec00fd95f949e1e587',\n",
       "      'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg'},\n",
       "     'comp': {'compId': 12148501,\n",
       "      'compIndustry': '贸易/进出口',\n",
       "      'compScale': '50-99人',\n",
       "      'compStage': '战略投资',\n",
       "      'compLogo': '5f6bf74a79c7cc70efb0449807u.png',\n",
       "      'compName': '深圳市华信科科技有限公司',\n",
       "      'link': 'https://www.liepin.com/company/12148501/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"imId\":\"c2a7b3c534d4f3e28d1ff84e0a6c6898\",\"imUserType\":\"2\",\"jobId\":\"59037701\",\"recruiterName\":\"王女士\",\"userId\":\"3ed0a57b953381ec00fd95f949e1e587\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\"}',\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22jobId%22%3A%2259037701%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'},\n",
       "    {'job': {'labels': ['模拟电源', 'PM', '产品经理', '二极管', '元器件'],\n",
       "      'jobKind': '2',\n",
       "      'advViewFlag': False,\n",
       "      'title': '产品线经理 （PM）',\n",
       "      'dq': '深圳',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'jobId': '60775157',\n",
       "      'topJob': False,\n",
       "      'h5OuterLink': '',\n",
       "      'pcOuterLink': '',\n",
       "      'salary': '20-40k',\n",
       "      'refreshTime': '20230814102813',\n",
       "      'link': 'https://www.liepin.com/job/1960775157.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=13&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=13'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '4ef5526798483a4de37b0b202b2adc1c',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '朱女士',\n",
       "      'recruiterTitle': '人事',\n",
       "      'recruiterId': 'e040df2a2277bc9edfc50be1acb5a8aa',\n",
       "      'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg'},\n",
       "     'comp': {'compId': 12260991,\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'compScale': '50-99人',\n",
       "      'compLogo': '61d5701e9c49ff7ec564562301u.png',\n",
       "      'compName': '中印云端',\n",
       "      'link': 'https://www.liepin.com/company/12260991/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"imId\":\"4ef5526798483a4de37b0b202b2adc1c\",\"imUserType\":\"2\",\"jobId\":\"60775157\",\"recruiterName\":\"朱女士\",\"userId\":\"e040df2a2277bc9edfc50be1acb5a8aa\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}',\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22jobId%22%3A%2260775157%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'},\n",
       "    {'job': {'labels': [],\n",
       "      'jobKind': '2',\n",
       "      'advViewFlag': False,\n",
       "      'title': '产品经理(010154)',\n",
       "      'dq': '深圳-福田区',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'jobId': '62357815',\n",
       "      'topJob': False,\n",
       "      'h5OuterLink': '',\n",
       "      'pcOuterLink': '',\n",
       "      'salary': '薪资面议',\n",
       "      'refreshTime': '20231020132145',\n",
       "      'link': 'https://www.liepin.com/job/1962357815.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=14&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=14'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '6d356058563a25376042c177f0a1d2b1',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '蓝女士',\n",
       "      'recruiterTitle': '招聘',\n",
       "      'recruiterId': 'f5baa63b70999ea21bbb9ece786c9c4a',\n",
       "      'recruiterPhoto': '5d4b8c2f81fb1a0d6f6ab53a03u.png'},\n",
       "     'comp': {'compId': 6409805,\n",
       "      'compIndustry': '银行',\n",
       "      'compScale': '5000-10000人',\n",
       "      'compLogo': '5d4b8b40cd394174d097380c03u.png',\n",
       "      'compName': '中信银行信用卡中心',\n",
       "      'link': 'https://www.liepin.com/company/6409805/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"imId\":\"6d356058563a25376042c177f0a1d2b1\",\"imUserType\":\"2\",\"jobId\":\"62357815\",\"recruiterName\":\"蓝女士\",\"userId\":\"f5baa63b70999ea21bbb9ece786c9c4a\",\"recruiterPhoto\":\"5d4b8c2f81fb1a0d6f6ab53a03u.png\"}',\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22jobId%22%3A%2262357815%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'},\n",
       "    {'job': {'labels': ['电子元器件', '半导体', '电子/半导体/集成电路'],\n",
       "      'jobKind': '1',\n",
       "      'advViewFlag': False,\n",
       "      'title': '产品线经理PM 交通补贴 (154354)',\n",
       "      'dq': '深圳',\n",
       "      'requireWorkYears': '一年以下',\n",
       "      'requireEduLevel': '大专',\n",
       "      'jobId': '48634761',\n",
       "      'topJob': False,\n",
       "      'salary': '10-15k',\n",
       "      'refreshTime': '20230815174402',\n",
       "      'link': 'https://www.liepin.com/a/48634761.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=15&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=15'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': 'bf831b7e81387f4345913e3a4abf94f3',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '景女士',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'recruiterId': 'a3efebbe5476fd144c7275e0b3131c5e',\n",
       "      'recruiterPhoto': '6305cf61b77e512ba9da292908u.png'},\n",
       "     'comp': {'compIndustry': '计算机软件',\n",
       "      'compScale': '1-49人',\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'compName': '某深圳计算机软件公司',\n",
       "      'link': ''},\n",
       "     'dataParams': '{\"jobKind\":\"1\",\"imId\":\"bf831b7e81387f4345913e3a4abf94f3\",\"imUserType\":\"2\",\"jobId\":\"48634761\",\"recruiterName\":\"景女士\",\"userId\":\"a3efebbe5476fd144c7275e0b3131c5e\",\"recruiterPhoto\":\"6305cf61b77e512ba9da292908u.png\"}',\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%221%22%2C%22d_curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22jobId%22%3A%2248634761%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'},\n",
       "    {'job': {'labels': ['产品规划', '运营管理'],\n",
       "      'jobKind': '2',\n",
       "      'advViewFlag': False,\n",
       "      'title': '产品经理/PM',\n",
       "      'dq': '深圳-南山区',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '大专',\n",
       "      'jobId': '38687185',\n",
       "      'topJob': False,\n",
       "      'h5OuterLink': '',\n",
       "      'pcOuterLink': '',\n",
       "      'salary': '15-25k·13薪',\n",
       "      'refreshTime': '20230714142301',\n",
       "      'link': 'https://www.liepin.com/job/1938687185.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=16&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=16'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '361ab007f8a1697171de52c3bc0b6279',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '张女士',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterId': '784ac3ccc4474b6f71a2c9fecf9f2948',\n",
       "      'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg'},\n",
       "     'comp': {'compId': 10016683,\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'compScale': '100-499人',\n",
       "      'compStage': '战略投资',\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'compName': '深圳市宏旺微电子有限公司',\n",
       "      'link': 'https://www.liepin.com/company/10016683/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"imId\":\"361ab007f8a1697171de52c3bc0b6279\",\"imUserType\":\"2\",\"jobId\":\"38687185\",\"recruiterName\":\"张女士\",\"userId\":\"784ac3ccc4474b6f71a2c9fecf9f2948\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\"}',\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22jobId%22%3A%2238687185%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'},\n",
       "    {'job': {'labels': ['数据产品', '电子/半导体/集成电路', '市场调研', '数据分析', '产品规划'],\n",
       "      'jobKind': '2',\n",
       "      'advViewFlag': False,\n",
       "      'title': '产品经理PM',\n",
       "      'dq': '深圳',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'jobId': '54319281',\n",
       "      'topJob': False,\n",
       "      'h5OuterLink': '',\n",
       "      'pcOuterLink': '',\n",
       "      'salary': '15-25k',\n",
       "      'refreshTime': '20221123151858',\n",
       "      'link': 'https://www.liepin.com/job/1954319281.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=17&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=17'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '4d26494c54a77d5333f1d87ff4815723',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '卢女士',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterId': '997ac596617df43a6fc5e5a3185cdff3',\n",
       "      'recruiterPhoto': '62fc9cee804e287457021c6403u.png'},\n",
       "     'comp': {'compId': 9443633,\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'compScale': '50-99人',\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '62fc973a9e4c1713c988b8b103u.jpg',\n",
       "      'compName': '雅全电子',\n",
       "      'link': 'https://www.liepin.com/company/9443633/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"imId\":\"4d26494c54a77d5333f1d87ff4815723\",\"imUserType\":\"2\",\"jobId\":\"54319281\",\"recruiterName\":\"卢女士\",\"userId\":\"997ac596617df43a6fc5e5a3185cdff3\",\"recruiterPhoto\":\"62fc9cee804e287457021c6403u.png\"}',\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22jobId%22%3A%2254319281%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'},\n",
       "    {'job': {'labels': ['室内装饰',\n",
       "       '装饰装潢工程',\n",
       "       '公装工程',\n",
       "       '家装工程',\n",
       "       '建筑设计',\n",
       "       '施工现场管理',\n",
       "       '住宅建筑',\n",
       "       'CAD',\n",
       "       'Adobe Photoshop'],\n",
       "      'jobKind': '2',\n",
       "      'advViewFlag': False,\n",
       "      'title': '室内施工图设计师',\n",
       "      'dq': '深圳-南山区',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'jobId': '62323277',\n",
       "      'topJob': False,\n",
       "      'h5OuterLink': '',\n",
       "      'pcOuterLink': '',\n",
       "      'salary': '12-18k',\n",
       "      'refreshTime': '20231019110649',\n",
       "      'link': 'https://www.liepin.com/job/1962323277.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=18&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=18'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '1423ffc96d23eef6e358a4dcf6ef85b9',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '张女士',\n",
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       "     'comp': {'compId': 12778001,\n",
       "      'compIndustry': '工程施工',\n",
       "      'compScale': '100-499人',\n",
       "      'compStage': 'A轮',\n",
       "      'compLogo': '6192332159c483542a7085ae07u.png',\n",
       "      'compName': '深圳市大乐装建筑科技有限公司',\n",
       "      'link': 'https://www.liepin.com/company/12778001/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"imId\":\"1423ffc96d23eef6e358a4dcf6ef85b9\",\"imUserType\":\"2\",\"jobId\":\"62323277\",\"recruiterName\":\"张女士\",\"userId\":\"e2977cb7c48d92cc95ff89b467c8f367\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}',\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22jobId%22%3A%2262323277%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'},\n",
       "    {'job': {'labels': [],\n",
       "      'jobKind': '2',\n",
       "      'advViewFlag': False,\n",
       "      'title': '产品专员-抗感染BU市场部',\n",
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       "      'pcOuterLink': '',\n",
       "      'salary': '8-10k',\n",
       "      'refreshTime': '20231024153918',\n",
       "      'link': 'https://www.liepin.com/job/1962434771.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=19&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=19'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '4ca16030d71bd190ad8732728d6065d6',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '朱女士',\n",
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       "      'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg'},\n",
       "     'comp': {'compId': 9859209,\n",
       "      'compIndustry': '制药',\n",
       "      'compScale': '500-999人',\n",
       "      'compLogo': '5df6fa31276e4871f428c9b508u.png',\n",
       "      'compName': '深圳华润九新药业有限公司',\n",
       "      'link': 'https://www.liepin.com/company/9859209/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"imId\":\"4ca16030d71bd190ad8732728d6065d6\",\"imUserType\":\"2\",\"jobId\":\"62434771\",\"recruiterName\":\"朱女士\",\"userId\":\"c2e78dc87ba8babb5b05f36f9f4c7dce\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}',\n",
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       "    {'job': {'labels': [],\n",
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       "      'advViewFlag': False,\n",
       "      'title': 'PM产品经理',\n",
       "      'dq': '深圳-南山区',\n",
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       "      'requireEduLevel': '本科',\n",
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       "      'pcOuterLink': '',\n",
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       "      'refreshTime': '20230807163133',\n",
       "      'link': 'https://www.liepin.com/job/1960604499.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=20&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=20'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '3665e3a34b0ddcc0af3ffeaad667fde0',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '郑女士',\n",
       "      'recruiterTitle': '行政专员',\n",
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       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'compName': '深圳市亿诚伟业电子有限公司',\n",
       "      'link': 'https://www.liepin.com/company/12157595/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"imId\":\"3665e3a34b0ddcc0af3ffeaad667fde0\",\"imUserType\":\"2\",\"jobId\":\"60604499\",\"recruiterName\":\"郑女士\",\"userId\":\"c2a37beb635ce04c1a47493faf33028d\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\"}',\n",
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       "    {'job': {'labels': [],\n",
       "      'jobKind': '2',\n",
       "      'advViewFlag': False,\n",
       "      'title': '产品经理PM',\n",
       "      'dq': '深圳-宝安区',\n",
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       "      'requireEduLevel': '统招本科',\n",
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       "      'h5OuterLink': '',\n",
       "      'pcOuterLink': '',\n",
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       "      'refreshTime': '20231025101506',\n",
       "      'link': 'https://www.liepin.com/job/1947307987.shtml',\n",
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       "     'recruiter': {'chatted': False,\n",
       "      'imId': '784c2b987245e47cc3598071a0e218f7',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '杨先生',\n",
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       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'compScale': '50-99人',\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'compName': '深圳市盈辉电子有限公司',\n",
       "      'link': 'https://www.liepin.com/company/9579944/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"imId\":\"784c2b987245e47cc3598071a0e218f7\",\"imUserType\":\"2\",\"jobId\":\"47307987\",\"recruiterName\":\"杨先生\",\"userId\":\"dd0950349f402d2194eb8148a132ff22\",\"recruiterPhoto\":\"5f8f986c79c7cc70efbf36c808u.jpg\"}',\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22jobId%22%3A%2247307987%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'},\n",
       "    {'job': {'labels': ['产品线',\n",
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       "       '半导体',\n",
       "       '储能电源',\n",
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       "       '光伏逆变器',\n",
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       "      'requireEduLevel': '大专',\n",
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       "     'recruiter': {'chatted': False,\n",
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       "      'imUserType': '2',\n",
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       "      'compName': '鹏源电子',\n",
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       "     'dataParams': '{\"jobKind\":\"2\",\"imId\":\"073e7f3d615fbf4744028f553778c6e1\",\"imUserType\":\"2\",\"jobId\":\"59431759\",\"recruiterName\":\"郑女士\",\"userId\":\"0f490e3b52d7b4d209f146570e06808e\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\"}',\n",
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       "    {'job': {'labels': ['电子/半导体/集成电路', '市场调研', '团队管理'],\n",
       "      'jobKind': '2',\n",
       "      'advViewFlag': False,\n",
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       "      'requireEduLevel': '大专',\n",
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       "      'h5OuterLink': '',\n",
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       "     'recruiter': {'chatted': False,\n",
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       "      'compStage': '融资未公开',\n",
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       "     'dataParams': '{\"jobKind\":\"2\",\"imId\":\"63f83a66035b4f9686da8f3a9139f92c\",\"imUserType\":\"2\",\"jobId\":\"55750935\",\"recruiterName\":\"余女士\",\"userId\":\"a58562f9e895113a96b14984e4c3aac6\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\"}',\n",
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       "    {'job': {'labels': ['to C', '产品规划', '团队管理'],\n",
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       "      'advViewFlag': False,\n",
       "      'title': 'PM产品经理',\n",
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       "     'recruiter': {'chatted': False,\n",
       "      'imId': '27fdfc91f6dc9809b64be310238bddad',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '黄女士',\n",
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       "     'comp': {'compId': 13391655,\n",
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       "      'compScale': '1-49人',\n",
       "      'compLogo': '619fea551bd4fb704e8f5f9304u.jpg',\n",
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       "     'dataParams': '{\"jobKind\":\"2\",\"imId\":\"27fdfc91f6dc9809b64be310238bddad\",\"imUserType\":\"2\",\"jobId\":\"57179331\",\"recruiterName\":\"黄女士\",\"userId\":\"6bd83db4d420cd80a3b249221be97dc4\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\"}',\n",
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       "    {'job': {'labels': ['客户端产品', '电子/半导体/集成电路', '用户研究'],\n",
       "      'jobKind': '2',\n",
       "      'advViewFlag': False,\n",
       "      'title': '产品经理（PM）',\n",
       "      'dq': '深圳-宝安区',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'jobId': '56533879',\n",
       "      'topJob': False,\n",
       "      'h5OuterLink': '',\n",
       "      'pcOuterLink': '',\n",
       "      'salary': '10-12k',\n",
       "      'refreshTime': '20230608101922',\n",
       "      'link': 'https://www.liepin.com/job/1956533879.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=25&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=25'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '0a4f64b46432b033a88090c0f9b26513',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '刘女士',\n",
       "      'recruiterTitle': '商务专员',\n",
       "      'recruiterId': '1185646b724f9912c393eccc5f8b43d1',\n",
       "      'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg'},\n",
       "     'comp': {'compId': 12830957,\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'compScale': '1-49人',\n",
       "      'compStage': '其他',\n",
       "      'compLogo': '60eeb62a5f5b8a6b840f236a08u.png',\n",
       "      'compName': '深圳市高维智创科技有限公司',\n",
       "      'link': 'https://www.liepin.com/company/12830957/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"imId\":\"0a4f64b46432b033a88090c0f9b26513\",\"imUserType\":\"2\",\"jobId\":\"56533879\",\"recruiterName\":\"刘女士\",\"userId\":\"1185646b724f9912c393eccc5f8b43d1\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\"}',\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22jobId%22%3A%2256533879%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'},\n",
       "    {'job': {'labels': [],\n",
       "      'jobKind': '2',\n",
       "      'advViewFlag': False,\n",
       "      'title': 'pm产品经理',\n",
       "      'dq': '深圳-宝安区',\n",
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       "      'requireEduLevel': '大专',\n",
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       "      'topJob': False,\n",
       "      'h5OuterLink': '',\n",
       "      'pcOuterLink': '',\n",
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       "      'refreshTime': '20220216165525',\n",
       "      'link': 'https://www.liepin.com/job/1947135639.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=26&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=26'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '87308f241fde688761a8485668ee84be',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '张女士',\n",
       "      'recruiterTitle': '人事',\n",
       "      'recruiterId': 'dacd6a5aa3f238c18b38d6f56093b2cd',\n",
       "      'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg'},\n",
       "     'comp': {'compId': 13115993,\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'compScale': '50-99人',\n",
       "      'compLogo': '61a0c0e51bd4fb704ea367f707u.jpg',\n",
       "      'compName': '深圳市粤吉电子有限公司',\n",
       "      'link': 'https://www.liepin.com/company/13115993/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"imId\":\"87308f241fde688761a8485668ee84be\",\"imUserType\":\"2\",\"jobId\":\"47135639\",\"recruiterName\":\"张女士\",\"userId\":\"dacd6a5aa3f238c18b38d6f56093b2cd\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\"}',\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22jobId%22%3A%2247135639%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'},\n",
       "    {'job': {'labels': ['PM产品经理'],\n",
       "      'jobKind': '2',\n",
       "      'advViewFlag': False,\n",
       "      'title': '代理线PM产品经理（电力电子方向）',\n",
       "      'dq': '深圳-南山区',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'jobId': '55751165',\n",
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       "      'pcOuterLink': '',\n",
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       "      'refreshTime': '20230327164332',\n",
       "      'link': 'https://www.liepin.com/job/1955751165.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=27&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=27'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '74529eb458bb0f3c244e08c53f86302f',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '牟女士',\n",
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       "      'recruiterId': '676976ba8ba9ecb043ed27b6aa9920aa',\n",
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       "      'compStage': '融资未公开',\n",
       "      'compLogo': '620df5b4852ef53f0fc5b9d801u.png',\n",
       "      'compName': '深圳市凯新达电子有限公司',\n",
       "      'link': 'https://www.liepin.com/company/7987788/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"imId\":\"74529eb458bb0f3c244e08c53f86302f\",\"imUserType\":\"2\",\"jobId\":\"55751165\",\"recruiterName\":\"牟女士\",\"userId\":\"676976ba8ba9ecb043ed27b6aa9920aa\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\"}',\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22jobId%22%3A%2255751165%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'},\n",
       "    {'job': {'labels': [],\n",
       "      'jobKind': '2',\n",
       "      'advViewFlag': False,\n",
       "      'title': '市场PM（市场产品经理）',\n",
       "      'dq': '深圳-龙华区',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '大专',\n",
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       "      'h5OuterLink': '',\n",
       "      'pcOuterLink': '',\n",
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       "      'refreshTime': '20231010143954',\n",
       "      'link': 'https://www.liepin.com/job/1962102371.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=28&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=28'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': 'f01bd5ec019a068d99eeb040770b0b48',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '董女士',\n",
       "      'recruiterTitle': 'HRD',\n",
       "      'recruiterId': 'f8eab0e8ce9457acb13de5af5ca228eb',\n",
       "      'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg'},\n",
       "     'comp': {'compId': 10044915,\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'compScale': '50-99人',\n",
       "      'compLogo': '6414141a471b9d0d5fff49f703u.png',\n",
       "      'compName': '华芯控股',\n",
       "      'link': 'https://www.liepin.com/company/10044915/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"imId\":\"f01bd5ec019a068d99eeb040770b0b48\",\"imUserType\":\"2\",\"jobId\":\"62102371\",\"recruiterName\":\"董女士\",\"userId\":\"f8eab0e8ce9457acb13de5af5ca228eb\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\"}',\n",
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       "    {'job': {'labels': ['TO B ', '传感器芯片', '，消费类电子'],\n",
       "      'jobKind': '2',\n",
       "      'advViewFlag': False,\n",
       "      'title': '芯片产品经理(PM)',\n",
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       "      'requireEduLevel': '大专',\n",
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       "      'pcOuterLink': '',\n",
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       "      'link': 'https://www.liepin.com/job/1962423657.shtml',\n",
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       "     'recruiter': {'chatted': False,\n",
       "      'imId': '10dcebc2c4e87aedc113e61f65e6c038',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '吴女士',\n",
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       "     'comp': {'compId': 12397633,\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'compScale': '1-49人',\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'compName': '深圳市威晟达科技有限公司',\n",
       "      'link': 'https://www.liepin.com/company/12397633/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"imId\":\"10dcebc2c4e87aedc113e61f65e6c038\",\"imUserType\":\"2\",\"jobId\":\"62423657\",\"recruiterName\":\"吴女士\",\"userId\":\"ac4610185d6c0a8468cfa4bf383ca6e0\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}',\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22jobId%22%3A%2262423657%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'},\n",
       "    {'job': {'labels': ['元器件产品经理', 'PM', '二三极管', 'MOS管'],\n",
       "      'jobKind': '2',\n",
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       "      'requireEduLevel': '大专',\n",
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       "     'recruiter': {'chatted': False,\n",
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       "      'imUserType': '2',\n",
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       "     'dataParams': '{\"jobKind\":\"2\",\"imId\":\"d636d1b63f2cb5bbe4ebb60240f6ac35\",\"imUserType\":\"2\",\"jobId\":\"59576335\",\"recruiterName\":\"罗女士\",\"userId\":\"536827c2c697d609f810b517e6edb438\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\"}',\n",
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       "    {'job': {'labels': [],\n",
       "      'jobKind': '2',\n",
       "      'advViewFlag': False,\n",
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       "      'dq': '深圳-南山区',\n",
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       "      'h5OuterLink': '',\n",
       "      'pcOuterLink': '',\n",
       "      'salary': '20-30k·13薪',\n",
       "      'refreshTime': '20221108191636',\n",
       "      'link': 'https://www.liepin.com/job/1953733605.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=31&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=31'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '6044cbd70b5f5c7ad3bb4520db770433',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '张女士',\n",
       "      'recruiterTitle': '总经理',\n",
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       "     'comp': {'compId': 8444719,\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'compScale': '50-99人',\n",
       "      'compLogo': '63f4970e3ee568020853bf4708u.png',\n",
       "      'compName': '深圳市汇芯微电子有限公司',\n",
       "      'link': 'https://www.liepin.com/company/8444719/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"imId\":\"6044cbd70b5f5c7ad3bb4520db770433\",\"imUserType\":\"2\",\"jobId\":\"53733605\",\"recruiterName\":\"张女士\",\"userId\":\"59155e63732ffa0eb9903f0bd7b26bb3\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\"}',\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22jobId%22%3A%2253733605%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'},\n",
       "    {'job': {'labels': ['电子元器件',\n",
       "       '维护原厂关系 ',\n",
       "       '库存管控',\n",
       "       '与原厂价格谈判',\n",
       "       '单片机产品线',\n",
       "       '无线射频产品线',\n",
       "       '订单交期确定',\n",
       "       '支持销售',\n",
       "       '跟进重要客户',\n",
       "       '原厂价格谈判'],\n",
       "      'jobKind': '2',\n",
       "      'advViewFlag': False,\n",
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       "      'requireEduLevel': '本科',\n",
       "      'jobId': '61358687',\n",
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       "      'pcOuterLink': '',\n",
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       "      'refreshTime': '20231024095804',\n",
       "      'link': 'https://www.liepin.com/job/1961358687.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=32&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=32'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '05aaed5d4be9c2705ccdf9963d70cb82',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '程女士',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterId': 'f969c2563637eedf6a8c132456e6099a',\n",
       "      'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg'},\n",
       "     'comp': {'compId': 8839503,\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'compScale': '50-99人',\n",
       "      'compLogo': '64fabb49da699477cab5723808u.png',\n",
       "      'compName': '宝创科技',\n",
       "      'link': 'https://www.liepin.com/company/8839503/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"imId\":\"05aaed5d4be9c2705ccdf9963d70cb82\",\"imUserType\":\"2\",\"jobId\":\"61358687\",\"recruiterName\":\"程女士\",\"userId\":\"f969c2563637eedf6a8c132456e6099a\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\"}',\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22jobId%22%3A%2261358687%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'},\n",
       "    {'job': {'labels': ['电子/半导体/集成电路'],\n",
       "      'jobKind': '2',\n",
       "      'advViewFlag': False,\n",
       "      'title': 'pm产品经理（BOURNS/GD）',\n",
       "      'dq': '深圳',\n",
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       "      'requireEduLevel': '本科',\n",
       "      'jobId': '45491147',\n",
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       "      'pcOuterLink': '',\n",
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       "      'refreshTime': '20230106153857',\n",
       "      'link': 'https://www.liepin.com/job/1945491147.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=33&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=33'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': 'f3f2d41ee0fe321eaaa70b13e477f173',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '吴女士',\n",
       "      'recruiterTitle': '人事主管',\n",
       "      'recruiterId': '23b668b7ef4cec0daa4401da99b69788',\n",
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       "     'comp': {'compId': 9329168,\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
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       "      'compLogo': '5bfe93da74719d9f609ab36d03a.png',\n",
       "      'compName': '深圳市富临通实业股份有限公司',\n",
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       "    {'job': {'labels': ['市场策划', '市场推广', '广告/传媒/文化'],\n",
       "      'jobKind': '2',\n",
       "      'advViewFlag': False,\n",
       "      'title': '市场PM（高级市场产品经理）',\n",
       "      'dq': '深圳-龙华区',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'jobId': '62395833',\n",
       "      'topJob': False,\n",
       "      'h5OuterLink': '',\n",
       "      'pcOuterLink': '',\n",
       "      'salary': '15-25k',\n",
       "      'refreshTime': '20231023135824',\n",
       "      'link': 'https://www.liepin.com/job/1962395833.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=34&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=34'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': 'f01bd5ec019a068d99eeb040770b0b48',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '董女士',\n",
       "      'recruiterTitle': 'HRD',\n",
       "      'recruiterId': 'f8eab0e8ce9457acb13de5af5ca228eb',\n",
       "      'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg'},\n",
       "     'comp': {'compId': 10044915,\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'compScale': '50-99人',\n",
       "      'compLogo': '6414141a471b9d0d5fff49f703u.png',\n",
       "      'compName': '华芯控股',\n",
       "      'link': 'https://www.liepin.com/company/10044915/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"imId\":\"f01bd5ec019a068d99eeb040770b0b48\",\"imUserType\":\"2\",\"jobId\":\"62395833\",\"recruiterName\":\"董女士\",\"userId\":\"f8eab0e8ce9457acb13de5af5ca228eb\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\"}',\n",
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       "    {'job': {'labels': [],\n",
       "      'jobKind': '2',\n",
       "      'advViewFlag': False,\n",
       "      'title': 'PM产品经理（功率器件）',\n",
       "      'dq': '深圳-宝安区',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'jobId': '61436019',\n",
       "      'topJob': False,\n",
       "      'h5OuterLink': '',\n",
       "      'pcOuterLink': '',\n",
       "      'salary': '20-40k',\n",
       "      'refreshTime': '20231008092358',\n",
       "      'link': 'https://www.liepin.com/job/1961436019.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=35&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=35'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '1031b754d0cf9461f76fdb90ccba96fb',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '李女士',\n",
       "      'recruiterTitle': '',\n",
       "      'recruiterId': 'e055293ceb97e8ba80dc6f4632770b9d',\n",
       "      'recruiterPhoto': '5bd3bc2c8e50b2deb642ce5704a.jpg'},\n",
       "     'comp': {'compId': 9599779,\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'compScale': '500-999人',\n",
       "      'compLogo': '5eb8fc87f2540204574348cf07u.png',\n",
       "      'compName': '深圳市晶台股份有限公司',\n",
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       "     'dataParams': '{\"jobKind\":\"2\",\"imId\":\"1031b754d0cf9461f76fdb90ccba96fb\",\"imUserType\":\"2\",\"jobId\":\"61436019\",\"recruiterName\":\"李女士\",\"userId\":\"e055293ceb97e8ba80dc6f4632770b9d\",\"recruiterPhoto\":\"5bd3bc2c8e50b2deb642ce5704a.jpg\"}',\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22jobId%22%3A%2261436019%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'},\n",
       "    {'job': {'labels': ['电子/半导体/集成电路', '产品规划', '团队管理', '产品优化'],\n",
       "      'jobKind': '1',\n",
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       "     'recruiter': {'chatted': False,\n",
       "      'imId': '95ae3e68cbd8f03d337193710fe42056',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '卓女士',\n",
       "      'recruiterTitle': '猎头顾问',\n",
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       "     'comp': {'compIndustry': '医疗健康',\n",
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       "      'compStage': '融资未公开',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'compName': '某知名公司',\n",
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       "    {'job': {'labels': ['市场推广', '品牌推广', '市场调研分析', '市场策划'],\n",
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       "      'requireEduLevel': '大专',\n",
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       "      'pcOuterLink': '',\n",
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       "      'link': 'https://www.liepin.com/job/1944818711.shtml',\n",
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       "     'recruiter': {'chatted': False,\n",
       "      'imId': '478ffe875d5ad1b19ccf3dc45f6d7696',\n",
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       "    {'job': {'labels': ['电子元器件', '工业自动化', '新能源', '产品经理', '被动元件', '分立器件'],\n",
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       "      'refreshTime': '20231019091524',\n",
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       "     'recruiter': {'chatted': False,\n",
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       "      'imUserType': '2',\n",
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       "      'compLogo': '640151168f07104b6e82343802u.png',\n",
       "      'compName': '捷迈科技',\n",
       "      'link': 'https://www.liepin.com/company/8223169/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"imId\":\"fae87a695169edd342eae08e8608c645\",\"imUserType\":\"2\",\"jobId\":\"56671333\",\"recruiterName\":\"刘女士\",\"userId\":\"9558d6cee02396c88aa5df08719d318e\",\"recruiterPhoto\":\"64ae1eb15b376d6e1d676d6302u.png\"}',\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22jobId%22%3A%2256671333%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'},\n",
       "    {'job': {'labels': [],\n",
       "      'jobKind': '2',\n",
       "      'advViewFlag': False,\n",
       "      'title': '产品经理PM（国产线--华润微、芯朋微等）',\n",
       "      'dq': '深圳-福田区',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'jobId': '60686811',\n",
       "      'topJob': False,\n",
       "      'h5OuterLink': '',\n",
       "      'pcOuterLink': '',\n",
       "      'salary': '15-25k·18薪',\n",
       "      'refreshTime': '20231007173843',\n",
       "      'link': 'https://www.liepin.com/job/1960686811.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=39&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=39'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '7b0110f1d286b2a7acd19bcabb3b6f15',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '贾女士',\n",
       "      'recruiterTitle': 'HR招聘',\n",
       "      'recruiterId': '6fdaf3efbffc15fb9a1b372cd0d54045',\n",
       "      'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg'},\n",
       "     'comp': {'compId': 7977355,\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'compScale': '100-499人',\n",
       "      'compStage': '沪深A股上市',\n",
       "      'compLogo': '5bfe9c1474719df0ac9a24de03a.png',\n",
       "      'compName': '福建睿能科技',\n",
       "      'link': 'https://www.liepin.com/company/7977355/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"imId\":\"7b0110f1d286b2a7acd19bcabb3b6f15\",\"imUserType\":\"2\",\"jobId\":\"60686811\",\"recruiterName\":\"贾女士\",\"userId\":\"6fdaf3efbffc15fb9a1b372cd0d54045\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\"}',\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22jobId%22%3A%2260686811%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'}],\n",
       "   'compList': []},\n",
       "  'passThroughData': {'sfrom': 'search_job_pc',\n",
       "   'skId': 'geq5b0qsi9umzbhn0oojbi2j8v8qu2bb',\n",
       "   'fkId': 'y2jy1uvl2gar8xipyemg77rijoomop78',\n",
       "   'ckId': 'y2jy1uvl2gar8xipyemg77rijoomop78',\n",
       "   'scene': 'condition'},\n",
       "  'pagination': {'totalPage': 10,\n",
       "   'currentPage': 0,\n",
       "   'pageSize': 40,\n",
       "   'hasNext': False,\n",
       "   'totalCounts': 806}}}"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result = r.json()\n",
    "result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "86e63f5a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "10"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "totalPage = result['data']['pagination']['totalPage']\n",
    "totalPage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "dfcf290a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "这是第1页,接下来将先等3秒...然后才能继续抓取\n",
      "{'flag': 1, 'data': {'data': {'jobCardList': [{'job': {'labels': ['电子/半导体/集成电路', '产品规划', '需求分析', '用户研究', '市场调研', '数据分析', '存储芯片', 'NAND', 'UFS', 'ssd'], 'title': 'PM产品经理', 'jobKind': '2', 'refreshTime': '20231025092903', 'jobId': '58727339', 'dq': '深圳-南山区', 'requireWorkYears': '5-10年', 'requireEduLevel': '统招本科', 'topJob': True, 'link': 'https://www.liepin.com/job/1958727339.shtml', 'salary': '20-40k·14薪', 'pcOuterLink': '', 'h5OuterLink': '', 'advViewFlag': True, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=0&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=0'}, 'recruiter': {'chatted': False, 'recruiterId': 'ccdad52c2bbc660a07efab5c7119dcac', 'imId': 'f2bc966edf87465727604c803496f761', 'imUserType': '2', 'recruiterName': '王女士', 'recruiterTitle': 'HR', 'recruiterPhoto': '64edb1871913aa27489a503a05u.png'}, 'comp': 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      "这是第7页,接下来将先等3秒...然后才能继续抓取\n",
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'requireWorkYears': '3-5年', 'requireEduLevel': '本科', 'dq': '深圳', 'refreshTime': '20230918113450', 'topJob': False, 'salary': '28-50k·15薪', 'jobKind': '1', 'link': 'https://www.liepin.com/a/49067841.shtml', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=9&d_pageSize=40&d_headId=null&d_posi=37&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=9&pageSize=40&index=37', 'advViewFlag': False}, 'recruiter': {'chatted': False, 'recruiterName': '张女士', 'recruiterTitle': '猎头顾问', 'imId': 'ff0da29dce768fb0337193710fe42056', 'imUserType': '2', 'recruiterId': '3ef4709810b7a42fb9b9832560ad980b', 'recruiterPhoto': '650d303a2bada94af433362302u.png'}}, {'dataInfo': 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'requireEduLevel': '本科', 'dq': '深圳-南山区', 'refreshTime': '20230907133323', 'topJob': False, 'salary': '15-25k', 'jobKind': '1', 'link': 'https://www.liepin.com/a/49227283.shtml', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=9&d_pageSize=40&d_headId=null&d_posi=38&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=9&pageSize=40&index=38', 'advViewFlag': False}, 'recruiter': {'chatted': False, 'recruiterName': '梁先生', 'recruiterTitle': '猎头顾问', 'imId': '0d524140ad7384d145913e3a4abf94f3', 'imUserType': '2', 'recruiterId': 'f626a52713b33e4eb40d620bf015dad7', 'recruiterPhoto': '5ceb38889fae687d4376a4fc01u.jpg'}}, {'dataInfo': 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'3-5年', 'requireEduLevel': '大专', 'dq': '深圳-福田区', 'refreshTime': '20221026094804', 'topJob': False, 'salary': '15-25k', 'pcOuterLink': '', 'h5OuterLink': '', 'jobKind': '2', 'link': 'https://www.liepin.com/job/1953332649.shtml', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=9&d_pageSize=40&d_headId=null&d_posi=39&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=9&pageSize=40&index=39', 'advViewFlag': False}, 'recruiter': {'chatted': False, 'recruiterName': '刘先生', 'recruiterTitle': '部门经理', 'imId': '043caef734428328361cc4c1c85cc0f8', 'imUserType': '2', 'recruiterId': '2eed49f0d8e79ef8357a4fbe63364f96', 'recruiterPhoto': '5f8f986c79c7cc70efbf36c808u.jpg'}}], 'compList': []}, 'passThroughData': {'sfrom': 'search_job_pc', 'scene': 'condition', 'skId': 'geq5b0qsi9umzbhn0oojbi2j8v8qu2bb', 'fkId': 'y2jy1uvl2gar8xipyemg77rijoomop78', 'ckId': 'y2jy1uvl2gar8xipyemg77rijoomop78'}, 'pagination': {'totalCounts': 806, 'currentPage': 9, 'totalPage': 10, 'pageSize': 40, 'hasNext': False}}}\n"
     ]
    }
   ],
   "source": [
    "import time\n",
    "import random\n",
    "# 翻页请求\n",
    "for i in range(totalPage):\n",
    "    wait_time = random.randint(3,10)\n",
    "    \n",
    "# 1.翻页请求的准备工作\n",
    "    payload = liepindata.request_payload(城市=\"深圳\",关键词=\"产品经理\",工作经验=\"\",公司规模=\"\",页码=str(i))\n",
    "    # print(payload)\n",
    "    \n",
    "# 2.发起请求     \n",
    "    r = session.post(\n",
    "            url = 'https://api-c.liepin.com/api/com.liepin.searchfront4c.pc-search-job',\n",
    "            data = json.dumps(payload), # POST请求带的参数\n",
    "            headers = headers    # 模拟真实用户\n",
    ")\n",
    "    print(\"这是第%s页,接下来将先等%s秒...然后才能继续抓取\"%(i+1,wait_time))\n",
    "    print(r.json())\n",
    "    \n",
    "# 3.分批次发起请求\n",
    "    time.sleep(wait_time)      "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "1a296289",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "这是第1页,接下来将先等7秒...然后才能继续抓取\n",
      "这是第2页,接下来将先等3秒...然后才能继续抓取\n",
      "这是第3页,接下来将先等6秒...然后才能继续抓取\n",
      "这是第4页,接下来将先等6秒...然后才能继续抓取\n",
      "这是第5页,接下来将先等4秒...然后才能继续抓取\n",
      "这是第6页,接下来将先等5秒...然后才能继续抓取\n",
      "这是第7页,接下来将先等6秒...然后才能继续抓取\n",
      "这是第8页,接下来将先等6秒...然后才能继续抓取\n",
      "这是第9页,接下来将先等8秒...然后才能继续抓取\n",
      "这是第10页,接下来将先等6秒...然后才能继续抓取\n"
     ]
    }
   ],
   "source": [
    "import json\n",
    "from requests_html import HTMLSession\n",
    "import time\n",
    "import random\n",
    "import pandas as pd\n",
    "\n",
    "## 综上所述\n",
    "# crawler \n",
    "crawl_liepin_data = []\n",
    "\n",
    "# 1.确定页码数量\n",
    "payload = liepindata.request_payload(城市=\"深圳\",关键词=\"产品经理\",工作经验=\"\",公司规模=\"\")\n",
    "r = session.post(\n",
    "            url = 'https://api-c.liepin.com/api/com.liepin.searchfront4c.pc-search-job',\n",
    "            data = json.dumps(payload), # POST请求带的参数\n",
    "            headers = headers    # 模拟真实用户\n",
    ")\n",
    "totalPage = r.json()['data']['pagination']['totalPage']\n",
    "\n",
    "# 2.翻页请求（按照上述获取到的页码数量进行翻页请求）\n",
    "for i in range(totalPage):\n",
    "    wait_time = random.randint(3,10)\n",
    "    \n",
    "## （1）翻页请求的准备工作\n",
    "    payload = liepindata.request_payload(城市=\"深圳\",关键词=\"产品经理\",工作经验=\"\",公司规模=\"\",页码=str(i))\n",
    "    # print(payload)\n",
    "    \n",
    "## （2）发起请求     \n",
    "    r = session.post(\n",
    "            url = 'https://api-c.liepin.com/api/com.liepin.searchfront4c.pc-search-job',\n",
    "            data = json.dumps(payload), # POST请求带的参数\n",
    "            headers = headers    # 模拟真实用户\n",
    ")\n",
    "    print(\"这是第%s页,接下来将先等%s秒...然后才能继续抓取\"%(i+1,wait_time))\n",
    "   # print(r.json())\n",
    "    r.json()\n",
    "    df = pd.json_normalize(r.json()['data']['data']['jobCardList'])\n",
    "    crawl_liepin_data.append(df)\n",
    "    \n",
    "# 3.分批次发起请求\n",
    "    time.sleep(wait_time)      "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "b678196b",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
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       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compScale</th>\n",
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       "      <th>comp.link</th>\n",
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       "  </thead>\n",
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       "      <td>[电子/半导体/集成电路, 产品规划, 需求分析, 用户研究, 市场调研, 数据分析, 存储...</td>\n",
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       "      <td>2</td>\n",
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       "      <td>[平台产品, SaaS产品, 供应链产品, IT互联网, 装修装饰, SaaS系统, 计算机...</td>\n",
       "      <td>产品经理（家装设计Saas）</td>\n",
       "      <td>20231019170606</td>\n",
       "      <td>62340719</td>\n",
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       "      <td>True</td>\n",
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       "      <td>A轮</td>\n",
       "      <td>6192332159c483542a7085ae07u.png</td>\n",
       "      <td>深圳市大乐装建筑科技有限公司</td>\n",
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       "      <td>高级产品经理</td>\n",
       "      <td>20231023105635</td>\n",
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       "      <td>{\"recruiterName\":\"陈先生\",\"jobId\":\"36908035\",\"job...</td>\n",
       "      <td>[数据产品, 数据挖掘, 数据分析, 产品规划]</td>\n",
       "      <td>Lazada-Data Product Manager-流量数据产品经理（深圳）</td>\n",
       "      <td>20210311143004</td>\n",
       "      <td>36908035</td>\n",
       "      <td>2</td>\n",
       "      <td>深圳</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>d4be0c7af21e622076f4668dbe33f725</td>\n",
       "      <td>57c4e9d345ce9f0a74a9b8cd04a.png</td>\n",
       "      <td>港股上市</td>\n",
       "      <td>5bfe915474719d35745acf0903a.png</td>\n",
       "      <td>阿里巴巴集团</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>1072424.0</td>\n",
       "      <td>互联网</td>\n",
       "      <td>https://www.liepin.com/company/1072424/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"recruiterName\":\"郑女士\",\"jobId\":\"44250585\",\"job...</td>\n",
       "      <td>[数据产品, 供应链产品, 电子/半导体/集成电路, 电子商务, 产品规划, 用户研究, 市...</td>\n",
       "      <td>产品经理 PM（NXP）</td>\n",
       "      <td>20231016141158</td>\n",
       "      <td>44250585</td>\n",
       "      <td>2</td>\n",
       "      <td>深圳</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>03a35b280d00a67bde30689f01e9fe19</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfe9bce74719df0ac9a179703a.png</td>\n",
       "      <td>中电港</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>8523053.0</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/8523053/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"刘女士\",\"jobKind\":\"1\",\"jobId\":\"...</td>\n",
       "      <td>[产品规划, 硬件产品]</td>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>20231025083203</td>\n",
       "      <td>49171661</td>\n",
       "      <td>1</td>\n",
       "      <td>深圳</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>1762739d4616b4ab88c0ebf31e99546b</td>\n",
       "      <td>5ddb32dfcd52473b94dcc7c008u.jpg</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某国内知名公司</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>家具/家居</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"孙先生\",\"jobKind\":\"1\",\"jobId\":\"...</td>\n",
       "      <td>[交易产品, IT互联网, 证券业, 团队管理]</td>\n",
       "      <td>交易服务系统产品经理</td>\n",
       "      <td>20231025084313</td>\n",
       "      <td>48929593</td>\n",
       "      <td>1</td>\n",
       "      <td>深圳</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>2d62b5bbfea476346405de9feaf33305</td>\n",
       "      <td>5e96b4948290a17b1460b0b703u.jpg</td>\n",
       "      <td>战略融资</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某深圳大型基金证券公司</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>NaN</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"张女士\",\"jobKind\":\"1\",\"jobId\":\"...</td>\n",
       "      <td>[供应链产品, 物流快递, 产品规划, 产品设计, 数据分析, 产品优化, 团队管理]</td>\n",
       "      <td>运筹产品经理</td>\n",
       "      <td>20230918113450</td>\n",
       "      <td>49067841</td>\n",
       "      <td>1</td>\n",
       "      <td>深圳</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>3ef4709810b7a42fb9b9832560ad980b</td>\n",
       "      <td>650d303a2bada94af433362302u.png</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某深圳大型互联网公司</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>互联网</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"梁先生\",\"jobKind\":\"1\",\"jobId\":\"...</td>\n",
       "      <td>[硬件产品, 海外产品, 智能硬件, 交互设计, 用户研究]</td>\n",
       "      <td>助理app产品经理</td>\n",
       "      <td>20230907133323</td>\n",
       "      <td>49227283</td>\n",
       "      <td>1</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>f626a52713b33e4eb40d620bf015dad7</td>\n",
       "      <td>5ceb38889fae687d4376a4fc01u.jpg</td>\n",
       "      <td>天使轮</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某深圳互联网公司</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>互联网</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>{\"recruiterName\":\"刘先生\",\"jobKind\":\"2\",\"jobId\":\"...</td>\n",
       "      <td>[区块链]</td>\n",
       "      <td>产品经理（区块链）</td>\n",
       "      <td>20221026094804</td>\n",
       "      <td>53332649</td>\n",
       "      <td>2</td>\n",
       "      <td>深圳-福田区</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>2eed49f0d8e79ef8357a4fbe63364f96</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>深圳市动链科技发展有限公司</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>13237953.0</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>https://www.liepin.com/company/13237953/</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>400 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             dataInfo  \\\n",
       "0   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "1   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "2   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "3   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "4   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "..                                                ...   \n",
       "35  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "36  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "37  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "38  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "\n",
       "                                           dataParams  \\\n",
       "0   {\"recruiterName\":\"王女士\",\"jobId\":\"58727339\",\"job...   \n",
       "1   {\"recruiterName\":\"张女士\",\"jobId\":\"62340719\",\"job...   \n",
       "2   {\"recruiterName\":\"郑女士\",\"jobId\":\"62389205\",\"job...   \n",
       "3   {\"recruiterName\":\"陈先生\",\"jobId\":\"36908035\",\"job...   \n",
       "4   {\"recruiterName\":\"郑女士\",\"jobId\":\"44250585\",\"job...   \n",
       "..                                                ...   \n",
       "35  {\"recruiterName\":\"刘女士\",\"jobKind\":\"1\",\"jobId\":\"...   \n",
       "36  {\"recruiterName\":\"孙先生\",\"jobKind\":\"1\",\"jobId\":\"...   \n",
       "37  {\"recruiterName\":\"张女士\",\"jobKind\":\"1\",\"jobId\":\"...   \n",
       "38  {\"recruiterName\":\"梁先生\",\"jobKind\":\"1\",\"jobId\":\"...   \n",
       "39  {\"recruiterName\":\"刘先生\",\"jobKind\":\"2\",\"jobId\":\"...   \n",
       "\n",
       "                                           job.labels  \\\n",
       "0   [电子/半导体/集成电路, 产品规划, 需求分析, 用户研究, 市场调研, 数据分析, 存储...   \n",
       "1   [平台产品, SaaS产品, 供应链产品, IT互联网, 装修装饰, SaaS系统, 计算机...   \n",
       "2   [平台产品, 竞品分析, 策略产品, 商业产品, 产品优化, 产品规划, 产品设计, 医疗行...   \n",
       "3                            [数据产品, 数据挖掘, 数据分析, 产品规划]   \n",
       "4   [数据产品, 供应链产品, 电子/半导体/集成电路, 电子商务, 产品规划, 用户研究, 市...   \n",
       "..                                                ...   \n",
       "35                                       [产品规划, 硬件产品]   \n",
       "36                           [交易产品, IT互联网, 证券业, 团队管理]   \n",
       "37        [供应链产品, 物流快递, 产品规划, 产品设计, 数据分析, 产品优化, 团队管理]   \n",
       "38                     [硬件产品, 海外产品, 智能硬件, 交互设计, 用户研究]   \n",
       "39                                              [区块链]   \n",
       "\n",
       "                                   job.title job.refreshTime job.jobId  \\\n",
       "0                                     PM产品经理  20231025092903  58727339   \n",
       "1                             产品经理（家装设计Saas）  20231019170606  62340719   \n",
       "2                                     高级产品经理  20231023105635  62389205   \n",
       "3   Lazada-Data Product Manager-流量数据产品经理（深圳）  20210311143004  36908035   \n",
       "4                               产品经理 PM（NXP）  20231016141158  44250585   \n",
       "..                                       ...             ...       ...   \n",
       "35                                    高级产品经理  20231025083203  49171661   \n",
       "36                                交易服务系统产品经理  20231025084313  48929593   \n",
       "37                                    运筹产品经理  20230918113450  49067841   \n",
       "38                                 助理app产品经理  20230907133323  49227283   \n",
       "39                                 产品经理（区块链）  20221026094804  53332649   \n",
       "\n",
       "   job.jobKind  job.dq  job.topJob job.pcOuterLink  ... recruiter.imUserType  \\\n",
       "0            2  深圳-南山区        True                  ...                    2   \n",
       "1            2  深圳-南山区        True                  ...                    2   \n",
       "2            2  深圳-光明区        True                  ...                    2   \n",
       "3            2      深圳       False                  ...                    2   \n",
       "4            2      深圳       False                  ...                    2   \n",
       "..         ...     ...         ...             ...  ...                  ...   \n",
       "35           1      深圳       False             NaN  ...                    2   \n",
       "36           1      深圳       False             NaN  ...                    2   \n",
       "37           1      深圳       False             NaN  ...                    2   \n",
       "38           1  深圳-南山区       False             NaN  ...                    2   \n",
       "39           2  深圳-福田区       False                  ...                    2   \n",
       "\n",
       "               recruiter.recruiterId         recruiter.recruiterPhoto  \\\n",
       "0   ccdad52c2bbc660a07efab5c7119dcac  64edb1871913aa27489a503a05u.png   \n",
       "1   e2977cb7c48d92cc95ff89b467c8f367  5f8f98648dbe6273dcf8515508u.jpg   \n",
       "2   4b5b2f7a74ebead3aadebbe992efa486  5f8f9865ea60860b75384fa508u.jpg   \n",
       "3   d4be0c7af21e622076f4668dbe33f725  57c4e9d345ce9f0a74a9b8cd04a.png   \n",
       "4   03a35b280d00a67bde30689f01e9fe19  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       "..                               ...                              ...   \n",
       "35  1762739d4616b4ab88c0ebf31e99546b  5ddb32dfcd52473b94dcc7c008u.jpg   \n",
       "36  2d62b5bbfea476346405de9feaf33305  5e96b4948290a17b1460b0b703u.jpg   \n",
       "37  3ef4709810b7a42fb9b9832560ad980b  650d303a2bada94af433362302u.png   \n",
       "38  f626a52713b33e4eb40d620bf015dad7  5ceb38889fae687d4376a4fc01u.jpg   \n",
       "39  2eed49f0d8e79ef8357a4fbe63364f96  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       "\n",
       "   comp.compStage                    comp.compLogo   comp.compName  \\\n",
       "0              A轮  62f463c85732892a6615046607u.png  联和存储科技(江苏)有限公司   \n",
       "1              A轮  6192332159c483542a7085ae07u.png  深圳市大乐装建筑科技有限公司   \n",
       "2             天使轮  636488445fd2f55ef5a3291b07u.png  倍生生物科技(深圳)有限公司   \n",
       "3            港股上市  5bfe915474719d35745acf0903a.png          阿里巴巴集团   \n",
       "4             NaN  5bfe9bce74719df0ac9a179703a.png             中电港   \n",
       "..            ...                              ...             ...   \n",
       "35          融资未公开  60e2fe0bf3df194a3c48adb502u.png         某国内知名公司   \n",
       "36           战略融资  60e2fe0bf3df194a3c48adb502u.png     某深圳大型基金证券公司   \n",
       "37          融资未公开  60e2fe0bf3df194a3c48adb502u.png      某深圳大型互联网公司   \n",
       "38            天使轮  60e2fe0bf3df194a3c48adb502u.png        某深圳互联网公司   \n",
       "39            NaN  61b07937d0458d53c627567e02u.jpg   深圳市动链科技发展有限公司   \n",
       "\n",
       "    comp.compScale comp.compId comp.compIndustry  \\\n",
       "0           50-99人  13146105.0       电子/半导体/集成电路   \n",
       "1         100-499人  12778001.0              工程施工   \n",
       "2         100-499人  12787419.0              生物技术   \n",
       "3         10000人以上   1072424.0               互联网   \n",
       "4         500-999人   8523053.0       电子/半导体/集成电路   \n",
       "..             ...         ...               ...   \n",
       "35      2000-5000人         NaN             家具/家居   \n",
       "36        10000人以上         NaN          基金/证券/期货   \n",
       "37      2000-5000人         NaN               互联网   \n",
       "38          50-99人         NaN               互联网   \n",
       "39           1-49人  13237953.0             计算机软件   \n",
       "\n",
       "                                   comp.link  \n",
       "0   https://www.liepin.com/company/13146105/  \n",
       "1   https://www.liepin.com/company/12778001/  \n",
       "2   https://www.liepin.com/company/12787419/  \n",
       "3    https://www.liepin.com/company/1072424/  \n",
       "4    https://www.liepin.com/company/8523053/  \n",
       "..                                       ...  \n",
       "35                                            \n",
       "36                                            \n",
       "37                                            \n",
       "38                                            \n",
       "39  https://www.liepin.com/company/13237953/  \n",
       "\n",
       "[400 rows x 31 columns]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.concat(crawl_liepin_data)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9e2e08a5",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2fa249f9",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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